1.Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid
Xi CHEN ; Shen’ao YUAN ; Hailing YUAN ; Jie ZHAO ; Peng CHEN ; Chunyan TIAN ; Yi SU ; Yunsong ZHANG ; Yu ZHANG
China Pharmacy 2025;36(11):1399-1404
OBJECTIVE To construct three-class (insufficient, normal, excessive) and two-class (insufficient, normal) models for predicting plasma concentration of valproic acid (VPA), and compare the performance of these two models, with the aim of providing a reference for formulating clinical medication strategies. METHODS The clinical data of 480 patients who received VPA treatment and underwent blood concentration test at the Xi’an International Medical Center Hospital were collected from November 2022 to September 2024 (a total of 695 sets of data). In this study, predictive models were constructed for target variables of three-class and two-class models. Feature ranking and selection were carried out using XGBoost scores. Twelve different machine learning algorithms were used for training and validation, and the performance of the models was evaluated using three indexes: accuracy, F1 score, and the area under the working characteristic curve of the subject (AUC). RESULTS XGBoost feature importance scores revealed that in the three-class model, the importance ranking of kidney disease and electrolyte disorders was higher. However, in the two-class model, the importance ranking of these features significantly decreased, suggesting a close association with the excessive blood concentration of VPA. In the three-class model, Random Forest method performed best, with F1 score of 0.704 0 and AUC of 0.519 3 on the test set; while in the two-class model, CatBoost method performed optimally, with F1 score of 0.785 7 and AUC of 0.819 5 on the test set. CONCLUSIONS The constructed three-class model has the ability to predict excessive VPA blood concentration, but its prediction and model generalization abilities are poor; the constructed two-class model can only perform classification prediction for insufficient and normal blood concentration cases, but its model performance is stronger.
2.Synthesis and anti-inflammatory activity of three series of coumarin-based derivatives
Xiujuan ZHAO ; Hengli YANG ; Jinye WU ; Xiaoqi ZHENG ; Yaoping ZHANG ; Yuping LIN ; Chunyan HU
Journal of China Pharmaceutical University 2025;56(1):40-48
In this work, starting from 4-hydroxycoumarin, three series of 22 coumarin derivatives, among which 8 have not been reported in the literature, were synthesized and their in vitro anti-inflammatory activities and mechanisms of action were preliminarily investigated using mouse macrophage model. The results showed that most of the derivatives could significantly inhibit the production of pro-inflammatory factor NO, with compounds 2e, 2f, 2g, 2h, 2i, 2j, 4e, and 4f showing better anti-inflammatory activity than the positive control drug dexamethasone. Further experiments showed that compounds 2h and 4f significantly inhibited the production of pro-inflammatory factors IL-6, TNF-α and IL-1β in RAW264.7 macrophages, and could, therefore, be used as lead compounds for further studies.
3.Immune checkpoint inhibitors combined with neoadjuvant chemotherapy and adjuvant chemotherapy in the treatment of early-stage triple-negative breast cancer:a meta-analysis
Chunyan YANG ; Shaohua ZHANG ; Rongkang LI ; Lei PENG ; Li ZHAO ; Jun BIE
China Pharmacy 2025;36(18):2322-2327
OBJECTIVE To evaluate the efficacy and safety of immune checkpoint inhibitors combined with neoadjuvant chemotherapy and adjuvant chemotherapy in the treatment of early-stage triple-negative breast cancer (TNBC). METHODS A systematic search was conducted in PubMed, Embase, Cochrane Library, CNKI, and Wanfang Data to collect randomized controlled trials (RCT) on the use of immune checkpoint inhibitors combined with neoadjuvant chemotherapy and adjuvant chemotherapy (experimental group) versus neoadjuvant chemotherapy and adjuvant chemotherapy (control group) in the treatment of TNBC. After literature screening, data extraction and literature quality evaluation, meta-analysis was performed using Stata 17.0. RESULTS A total of 5 RCT involving 1 498 patients were included. The meta-analysis results showed that the pathological complete response rate (pCR) [RR=1.34, 95%CI (1.09, 1.63), P=0.03], pCR in patients with positive programmed death-1 (PD-1) and its ligand (PD-L1) [RR=1.33, 95%CI (1.16, 1.51), P=0.01], pCR in patients with positive lymph nodes [RR= 1.56, 95%CI (1.27, 1.93), P=0.01], the incidence of grade 3-4 adverse events (AEs) [RR=1.07, 95%CI (1.01, 1.14), P= 0.04], the incidence of serious AEs [RR=1.57, 95%CI (1.31, 1.87), P=0.03], and the incidence of treatment discontinuation due to AEs [RR=1.45, 95%CI (1.19, 1.76), P=0.01] were significantly higher in the experimental group than control group. There were no statistically significant difference in pCR in patients with negative PD-1/PD-L1[RR= E-mail:biejun23@126.com 1.26, 95%CI (0.98, 1.62), P=0.08] and pCR in patients with negative lymph nodes [RR=1.14, 95%CI (0.97, 1.33), P=0.17] between the two groups. CONCLUSIONS Immune checkpoint inhibitors combined with neoadjuvant chemotherapy and adjuvant chemotherapy demonstrates significant efficacy in early-stage TNBC patients, with more pronounced benefits observed in those who are PD-1/PD-L1 positive and lymph node- positive. However, the incidence of AEs is relatively high.
4.Study on metabolites derived from Zhideke granules in rats in vivo
Jie LIANG ; Piaoxue ZHENG ; Huihua CHEN ; Chunyan HUANG ; Yanli LIANG ; Chunlian LU ; Jingjing XIE ; Yuming MA ; Jiawen PENG ; Lichun ZHAO ; Rilan CHEN
China Pharmacy 2024;35(2):172-178
OBJECTIVE To analyze the metabolites of Zhideke granules and speculate its metabolic pathway in rats in vivo. METHODS Male SD rats were randomly divided into blank group and administration group (Zhideke granules, 9.45 g/kg); they were given ultrapure water or relevant medicine, twice a day, every 6-8 h, for 3 consecutive days. Serum, urine and feces samples of rats were collected, and their metabolites were identified by UPLC-Q-Exactive-MS technique after intragastric administration of Zhideke granules; their metabolic pathways were speculated. RESULTS After intragastric administration of Zhideke granules, 16 prototype components (i.g. irisflorentin, baicalin, chlorogenic acid) and 11 metabolites (i.g. hydration products of kaempferol or luteolin, methylation products of chlorogenic acid, and hydroxylation products of baicalin) were identified in serum, urine and feces of rats. Among them, 8 prototype components and 4 metabolites were identified in serum samples; 10 prototype components and 7 metabolites were identified in urine samples; 8 prototype components and 5 metabolites were identified in the fecal samples. CONCLUSIONS The metabolites of Zhideke granules in rats mainly include baicalin, irisflorentin,chlorogenic acid, and the main metabolic pathways included methylation, hydroxylation, glucuronidation.
5.Study on the effect and mechanism of the alcoholic extract from Scabiosa comosa against hepatic fibrosis
Rong JIN ; Xiaolu ZHAO ; Yuxin YAN ; Xiaoyang GAO ; Chunyan ZHANG ; Mingqi LI ; Yuehong MA
China Pharmacy 2024;35(3):277-282
OBJECTIVE To explore the effect and mechanism of the alcoholic extract from Scabiosa comosa against hepatic fibrosis (HF). METHODS Intragastrical administration of carbon tetrachloride was given to induce HF model. By observing the pathological changes in liver tissue, mRNA and protein expressions of HF indexes [α-smooth muscle actin (α-SMA), collagen type Ⅰ] and phosphoinositide 3-kinase (PI3K)/protein kinase B (Akt) pathway-related factors were detected, and the improvement effects and possible mechanism of low-dose, medium-dose and high-dose (50, 100, 200 mg/kg) of alcoholic extract from S. comosa on HF model rats were investigated. Drug-containing serum was prepared by intragastrical administration of alcoholic extract from S. comosa at a concentration of 1 800 mg/(kg·d) (calculated by the amount of raw material). The effects of drug- containing serum of alcoholic extract from S. comosa on the expression of miRNA-21 were observed through the intervention of HSC-T6 cells with low, medium and high concentrations of drug-containing serum of alcoholic extract from S. comosa (diluted to 10%, 15%, 20%). miRNA-21 mimics or inhibitors were used to transfect HSC-T6 cells, and the mRNA and protein expressions of factors related to the PI3K/Akt signaling pathway were detected. RESULTS The results of in vivo experiments showed that low, medium and high doses of alcoholic extract from S. comosa significantly ameliorated the histopathological changes in liver tissue of HF rats, and the percentage of collagen was significantly reduced (P<0.01); mRNA and protein expressions of the indicators related to HF as well as PI3K and Akt were significantly reduced (P<0.01), and mRNA and protein expressions of phosphatase and tensin homolog deleted on chromosome ten (PTEN) were increased in liver tissue of rats (P<0.01). The results of in vitro experiments showed that drug-containing serum of alcoholic extract from S. comosa significantly inhibited the expression of miRNA-21 at low, medium and high concentrations (P<0.01); whereas after transfection with miRNA-21 mimics, it was found that miRNA-21 mimics significantly increased mRNA and protein expressions of PI3K and Akt (P<0.01), while significantly decreased mRNA and protein expressions of PTEN (P<0.01); after transfection with miRNA-21 inhibitor, the changes of above indexes were opposite to the above results (P<0.01). CONCLUSIONS Alcoholic extracts of S. comosa may inhibit the PI3K/Akt signaling pathway by affecting the expression of miRNA-21, so as to achieve the effect of anti-hepatic fibrosis.
6.Survival Status of Patients with Cervical Cancer Registered in Nantong
Chunyan ZHAO ; Haizhen CHEN ; Bo CAI ; Jianguo CHEN ; Juan CAI
Cancer Research on Prevention and Treatment 2024;51(1):61-66
Objective To analyze the survival status of inpatients with cervical cancer registered in Nantong admitted in Nantong Cancer Hospital from 2002 to 2017. Methods Inpatients with cervical cancer in Nantong Cancer Hospital were followed up from 2017 until December 31, 2020 using active and passive methods to determine their survival outcome. The rate of follow-up loss was statistically analyzed by Chi-square test, the observed survival rate for each year was calculated using the life table, the survival curve was drawn with R language, and the survival rates of patients in different age groups and from different regions were compared with log-rank test (Mantel-Cox). Results A total of 5645 cervical cancer cases were registered. Among them, the survival outcome was recorded for 5512 cases. The success rate of follow-up was 97.64%, and the loss of follow-up rate was 2.36%. The average age of onset was 56.67±12.78 years. The median survival time was 6.54 years, and the 1-, 3-, 5-, and 10-year observed survival rates were 91.50%, 76.95%, 60.99%, and 28.51%, respectively. Among the age groups, significant differences in survival rate were observed between the 15- and 60-year-old groups (
7.Quantitative Analysis of Multi-components in Gnaphalium affine Based on UPLC-Q-Exactive Orbitrap MS
Chunyan CAO ; Jiaqi ZHANG ; Zhenduo ZHAO ; Qin SHEN ; Shenglan QI ; Wei LIU ; Lichao ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(9):148-155
ObjectiveTo establish a rapid and stable liquid chromatography-mass spectrometry(LC-MS) for simultaneous analysis of 17 chemical components in Gnaphalium affine aboveground parts with flowers, so as to provide experimental basis for improving the quality standard of this herb. MethodUltra performance liquid chromatography-quadrupole/electrostatic field orbitrap mass spectrometry(UPLC-Q-Exactive Orbitrap MS) was used for the quantitative analysis of 17 constituents in 15 batches of G. affine from different origins, the separation was performed on an ACQUITY UPLC® BEH C18 column(2.1 mm×100 mm, 1.7 μm) with the mobile phase of methanol(A)-0.1% formic acid aqueous solution(B) for gradient elution(0-1.0 min, 8%A; 1.0-4.0 min, 8%-26%A; 4.0-9.0 min, 26%A; 9.0-14.0 min, 26%-34%A; 14.0-14.5 min, 34%-45%A; 14.5-15.0 min, 45%-60%A; 15.0-18.0 min, 60%-90%A; 18.0-19.0 min, 90%A; 19.0-19.01 min, 90%-8%A; 19.01-20.0 min, 8%A), the flow rate was 0.3 mL·min-1, the column temperature was 40 ℃ and the injection volume was 2 μL. And the electrospray ionization was used with full scanning in both positive and negative ion modes, and the scanning range was m/z 100-1 000. ResultThe established method has been verified by the methodology and could be used for the simultaneous quantification of 17 components in G. affine. The content ranges of the 17 components(quinic acid, gallic acid, protocatechuic acid, neochlorogenic acid, chlorogenic acid, cryptochlorogenic acid, caffeic acid, 1,3-O-dicaffeoylquinic acid, isochlorogenic acid A, isoquercitrin, 1,5-O-dicaffeoylquinic acid, apigenin-7-O-glucoside, astragalin, isochlorogenic acid C, luteolin, apigenin and hispidulin) in 15 batches of G. affine samples was 39.60-179.12, 0.17-0.84, 2.41-8.38, 4.33-31.50, 13.63-180.38, 2.43-14.75, 1.16-19.68, 0.49-5.63, 55.77-445.16, 0.23-10.26, 62.04-530.10, 1.11-18.01, 11.36-90.61, 12.22-65.98, 7.22-69.84, 3.37-45.65, 0.30-2.59 μg·g-1, respectively. The content of organic acids was higher than that of flavonoids in G. affine, and the contents of 1,5-O-dicaffeoylquinic acid, isochlorogenic acid A, quinic acid and chlorogenic acid were higher. Meanwhile, the content of flavonoids in the samples from Guizhou was higher than that from Jiangsu, while the content of organic acids in the samples from Jiangsu was higher than that from Guizhou. ConclusionThe established method can be used for the rapid and accurate determination of 17 components in G. affine, which clarifies the content range of the main components in this herb, and can provide a reference for the selection of quality control markers of G. affine.
8.Analysis of clinical characteristics of 33 cases of tuberculosis complicated by tumor necrosis factor-α inhibi-tor in autoimmune diseases
Yigang TAN ; Haobin KUANG ; Hongmei FU ; Chunyan LI ; Xiaobing ZHAO ; Lijing XUE
The Journal of Practical Medicine 2024;40(3):378-383
Objective To investigate the clinical characteristics,treatment and prognosis of tuberculosis in patients with autoimmune diseases after tumor necrosis factor-αinhibitors.Methods Clinical data of 33 patients with TB after biologics(tumor necrosis factor-α inhibitors)treated in Guangzhou Chest Hospital from January 2019 to March 2023 were collected,including 25 males and 8 females,with a median age of 32 years.The clinical symptoms,laboratory results,imaging and tracheoscopic features,pathological features,treatment and outcome were analyzed retrospectively.Results The common clinical manifestations were cough(26/33),sputum(23/33)and fever(17/33).The most common cases were pulmonary tuberculosis(32/33),bronchial tuberculosis(15/33),mediastinum and hilar lymph node tuberculosis(11/33).Bilateral lung spread of tuberculosis(21/33),intrapulmonary spread of tuberculosis(bronchus,mediastinal hilar lymph nodes,pleura)(19/33),extrapulmonary tuberculosis(18/33),pulmonary tuberculosis with intrapulmonary or extrapulmonary tuberculosis(26/33).Blood CD4+T lymphocyte test was normal(23/33),and blood IGRA test was positive(27/33).Pulmonary imaging miliary nodules(8/33).The histopathology of the lymph nodes showed atypical granulomatous nodules.The duration of anti-tuberculosis treatment is 8-32 months.1 case of death.Conclusion Patients with autoimmune diseases complicated with tuberculosis after the application of tumor necrosis fact-α inhibitor are more likely to have double lung lesions,which are easy to spread to lung tissues and multiple organs of the body,and have decreased immune function.Most of them need to extend the treatment course,and the prognosis is generally good after comprehensive treatment.
9.The role of reactive oxygen species in periodontitis and periodontal tissue regeneration
Haoyan ZHAI ; Yuan ZHAO ; Dengying FAN ; Chunyan LIU
Chinese Journal of Tissue Engineering Research 2024;28(14):2254-2260
BACKGROUND:Reactive oxygen species is a double-edged sword in the development of periodontitis and the regeneration of periodontal tissue.Low concentration of reactive oxygen species induces the differentiation of periodontal fibroblasts,and excessive reactive oxygen species will cause damage to periodontal tissue.In the process of inflammation,the accumulation of reactive oxygen species in periodontal tissue induces damage to cells and tissues through a variety of signaling pathways or through redox reactions. OBJECTIVE:To review the double-edged sword effect of reactive oxygen species in periodontitis and periodontal tissue regeneration,thereby providing potential targets and treatment ideas for the clinical treatment of periodontitis and periodontal tissue regeneration. METHODS:Databases of CNKI and PubMed were searched for relevant articles published from April 1990 to April 2023 with the key words of"periodontal tissue engineering,periodontal defect,regeneration of periodontal tissue,chronic periodontitis,reactive oxygen species,oxidative stress,antioxidative stress,oxidative injuries,free radicals,reactive nitrogen species"in Chinese and English,respectively.By reading the titles and abstracts,repetitive studies or irrelevant literatures were excluded.Finally,77 articles were included for review. RESULTS AND CONCLUSION:Reactive oxygen species are a kind of free radicals with high reactivity.When bacteria invade,reactive oxygen species are released in large quantities by the respiratory explosion of neutrophils and play a double-edged sword role in the body through their redox reactions or as pleiotropic physiological signal transmitters.In periodontitis,low concentrations of reactive oxygen species can kill invading pathogenic bacteria,but high concentrations of reactive oxygen species promote the secretion of inflammatory factors through JNK,RANK,Wnt/β-Catenin and other pathways,promote immune damage or directly damage tissues through oxidative reactions or through other ways to aggravate periodontitis.In the process of periodontal tissue regeneration,low concentrations of reactive oxygen species can promote the proliferation and differentiation of periodontal ligament stem cells through Nrf2 and other pathways and can promote the secretion of vascular endothelial growth factor to promote vascular regeneration.This provides seeds and a nutrient environment for periodontal tissue regeneration,which is extremely important for promoting periodontal tissue regeneration.However,high concentrations of reactive oxygen species will reduce the activity of periodontal ligament stem cells and damage endothelial cells,which are not conducive to vascular regeneration.This will inhibit wound healing and periodontal tissue regeneration.Therefore,it is important to explore the role of reactive oxygen species in the development of periodontitis and periodontal tissue regeneration and to discover the potential mechanism of its action and to explore the appropriate concentration for its role in reducing periodontal inflammation and promoting periodontal tissue regeneration for the future treatment of periodontitis and periodontal tissue regeneration in clinical practice.Using reactive oxygen species as a target to explore ways to reduce periodontal inflammation and promote periodontal ligament stem cell activity and vascular regeneration may become a clinically effective method for treating periodontitis and promoting periodontal tissue regeneration.
10.Long non-coding RNA and periodontitis
Tong TONG ; Chunyan LIU ; Bing LIU ; Fei ZHAO
Chinese Journal of Tissue Engineering Research 2024;28(14):2267-2273
BACKGROUND:In recent years,numerous studies have shown that long non-coding RNAs(lncRNAs)have an important role in the pathogenesis of periodontitis,including the immune response process and the biological activity and function of cells(periodontal stem cells and osteoblasts).Researchers attempt to regulate periodontal inflammation and periodontal regeneration by regulating lncRNA expression levels. OBJECTIVE:To review the progress of research on lncRNAs in periodontitis,thereby advancing the research of lncRNAs in periodontitis. METHODS:The first author searched PubMed,China National Knowledge Infrastructure(CNKI),Web of Science database,and WanFang Database for relevant literature published up to March 2023."Long non-coding RNA,lncRNA,periodontitis,periodontium,immunity,inflammation,periodontal ligament stem cells,osteoclasts,osteogenic differentiation,bone resorption,bone formation,recurrence,hypoxia,oxidative stress,static mechanical strain"were used as the Chinese search terms."lncRNA,periodontitis,periodontal,immunity,inflammation,periodontal membrane stem cells,osteoclasts,osteogenic differentiation,bone resorption,bone formation,recurrence,hypoxia,oxidative stress,static mechanical strain"were used as the English search terms.The title and abstract of each paper were read for initial screening,and 87 papers were finally selected for inductive analysis. RESULTS AND CONCLUSION:Periodontal pathogens stimulate the body,leading to immune imbalance that triggers inflammatory response and destroy periodontal tissue,and lncRNAs are involved in its regulatory mechanism.LncRNAs are involved in the pro-inflammatory regulation of periodontal ligament cells in an inflammatory environment,and their effects on osteoclast differentiation are regulated through ceRNA mechanism,which provides new clues for exploring the pathogenesis of periodontitis.For B cells and macrophages,lncRNAs can regulate the infiltration,cell activity and function of their subsets in periodontitis.LncRNAs participate in the immune response related to periodontitis mainly through two pattern recognition receptors,Toll-like receptors and NOD-like receptors,and nuclear factor-κB signaling pathway.To investigate whether lncRNAs can be used as a biomarker of periodontitis has great value in the diagnosis and prognosis of periodontitis.Animal experiments have demonstrated that the role of lncRNAs in periodontitis can be reversed by modulating the expression level of lncRNAs and thus lncRNAs act as an anti-inflammatory agent,which is of great value for the study of immunotherapy in periodontitis.The regulation of lncRNAs on periodontal ligament stem cells is mainly realized through endogenous competition mechanism and various signaling pathways,and its effects are influenced by various factors,such as inflammatory environment,mechanical strain,hypoxia and oxidative stress.Research on related mechanisms through these related factors provides new ideas for the treatment of periodontitis.

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